{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests as rq\n",
    "import bs4\n",
    "url = 'http://www.500.com/worldcup/saicheng/'\n",
    "rsp = rq.get(url)\n",
    "rsp.encoding = 'gb2312'\n",
    "text = rsp.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "soup = bs4.BeautifulSoup(text, 'lxml')\n",
    "table = soup.find(class_='games-tb')\n",
    "games = []\n",
    "tr = table.find_all('tr')\n",
    "for r in tr:\n",
    "    d = {}\n",
    "    team = r.find_all(class_='team')\n",
    "    d['home'] = team[0].text.strip()\n",
    "    d['away'] = team[1].text.strip()\n",
    "\n",
    "    score = r.find(class_='score')\n",
    "    sh, sa = score.text.split(':')\n",
    "    d['score_home'] = sh.strip()\n",
    "    d['score_away'] = sa.strip()\n",
    "\n",
    "    odds = r.find(class_='td-peilv')\n",
    "    odds = odds.find_all('span')\n",
    "    d['win'] = odds[0].text.strip()\n",
    "    d['draw'] = odds[1].text.strip()\n",
    "    d['lose'] = odds[2].text.strip()\n",
    "\n",
    "    games.append(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def bet(money, odd):\n",
    "#     return 1000\n",
    "#     return 3000 / odd\n",
    "#     return money * 0.1\n",
    "#     if money <= 9000:\n",
    "#         return 10000 - money\n",
    "#     else:\n",
    "#         return 1000\n",
    "#     if odd > 7:\n",
    "#         return 1000\n",
    "    if odd > 7:\n",
    "        if money <= 9000:\n",
    "            return 10000 - money\n",
    "        else:\n",
    "            return 1000\n",
    "    return 100\n",
    "\n",
    "def hot(bingo, odds, money):\n",
    "    chosen = min(odds)\n",
    "    pay = bet(money, chosen)\n",
    "    money -= pay\n",
    "    if bingo == chosen:\n",
    "        money += pay * bingo\n",
    "    return money\n",
    "\n",
    "def cold(bingo, odds, money):\n",
    "    chosen = max(odds)\n",
    "    pay = bet(money, chosen)\n",
    "    money -= pay\n",
    "    if bingo == chosen:\n",
    "        money += pay * bingo\n",
    "    return money\n",
    "\n",
    "def mid(bingo, odds, money):\n",
    "    chosen = sorted(odds)[1]\n",
    "    pay = bet(money, chosen)\n",
    "    money -= pay\n",
    "    if bingo == chosen:\n",
    "        money += pay * bingo\n",
    "    return money\n",
    "\n",
    "def nothot(bingo, odds, money):\n",
    "    chosen = max(odds)\n",
    "    pay = bet(money, chosen)\n",
    "    money -= pay\n",
    "    if bingo != min(odds):\n",
    "        money += pay / 2 * bingo\n",
    "    return money\n",
    "\n",
    "def notcold(bingo, odds, money):\n",
    "    chosen = min(odds)\n",
    "    pay = bet(money, chosen)\n",
    "    money -= pay\n",
    "    if bingo != max(odds):\n",
    "        money += pay / 2 * bingo\n",
    "    return money\n",
    "\n",
    "def buy(game, strategy, money):\n",
    "    score_home = int(game['score_home'])\n",
    "    score_away = int(game['score_away'])\n",
    "    win = float(game['win'])\n",
    "    draw = float(game['draw'])\n",
    "    lose = float(game['lose'])\n",
    "    odds = win, draw, lose\n",
    "    if score_home > score_away:\n",
    "        return strategy(win, odds, money)\n",
    "    elif score_home < score_away:\n",
    "        return strategy(lose, odds, money)\n",
    "    else:\n",
    "        return strategy(draw, odds, money)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "def play(strategy):\n",
    "    money = 10000\n",
    "    money_wave = []\n",
    "    money_min = 10000\n",
    "    money_max = 10000\n",
    "    for game in games:\n",
    "        money = buy(game, strategy, money)\n",
    "        money_wave.append(money)\n",
    "        money_min = min(money, money_min)\n",
    "        money_max = max(money, money_max)\n",
    "    print('最低 %.1f 最高 %.1f 最终 %.1f' % (money_min, money_max, money))\n",
    "    return money_wave"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "热门: 最低 9761.0 最高 10104.0 最终 9996.0\n",
      "冷门: 最低 2448.0 最高 58367.1 最终 57207.1\n",
      "非热门: 最低 6312.0 最高 17686.1 最终 16537.6\n",
      "非冷门: 最低 9530.0 最高 10049.0 最终 9613.5\n",
      "中间: 最低 8331.0 最高 10231.0 最终 8331.0\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA30AAALZCAYAAAADcEj1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d55cfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from pylab import mpl\n",
    "font = mpl.font_manager.FontProperties(fname='zhaozi.ttf', size=15)\n",
    "\n",
    "print('热门:', end=' ')\n",
    "buyhot = play(hot)\n",
    "print('冷门:', end=' ')\n",
    "buycold = play(cold)\n",
    "print('非热门:', end=' ')\n",
    "buynothot = play(nothot)\n",
    "print('非冷门:', end=' ')\n",
    "buynotcold = play(notcold)\n",
    "print('中间:', end=' ')\n",
    "buymid = play(mid)\n",
    "plt.figure(figsize=(15, 10)) \n",
    "x = range(len(games))\n",
    "teams = ['%s - %s' % (g['home'], g['away']) for g in games]\n",
    "plt.xticks(x, teams, rotation=90, fontproperties=font)\n",
    "plt.plot(x, buyhot)\n",
    "plt.plot(buycold)\n",
    "plt.plot(buynothot)\n",
    "plt.plot(buynotcold)\n",
    "plt.plot(buymid)\n",
    "plt.legend(['热门', '冷门', '非热门', '非冷门', '中间'], prop=font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def buy(game, strategy, money):\n",
    "    score_home = int(game['score_home'])\n",
    "    score_away = int(game['score_away'])\n",
    "    win = float(game['win'])\n",
    "    draw = float(game['draw'])\n",
    "    lose = float(game['lose'])\n",
    "    odds = win, draw, lose\n",
    "    if score_home > score_away:\n",
    "        return strategy(win, odds, money)\n",
    "    elif score_home < score_away:\n",
    "        return strategy(lose, odds, money)\n",
    "    else:\n",
    "        return strategy(draw, odds, money)\n",
    "\n",
    "def play(strategy):\n",
    "    money = 10000\n",
    "    money_wave = []\n",
    "    money_min = 10000\n",
    "    money_max = 10000\n",
    "    for game in games:\n",
    "        money = buy(game, strategy, money)\n",
    "        money_wave.append(money)\n",
    "        money_min = min(money, money_min)\n",
    "        money_max = max(money, money_max)\n",
    "    print('最低 %.1f 最高 %.1f 最终 %.1f' % (\n",
    "        money_min, money_max, money))\n",
    "    return money_wave"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
